CIA-Oceanix / TrAISformerLinks
Pytorch implementation of TrAISformer---A generative transformer for AIS trajectory prediction (https://arxiv.org/abs/2109.03958).
☆151Updated last year
Alternatives and similar repositories for TrAISformer
Users that are interested in TrAISformer are comparing it to the libraries listed below
Sorting:
- lstm-rnn, seq2seq model and attention-seq2seq model for vessel trajectory prediction.☆107Updated 4 years ago
- A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection☆139Updated last year
- PyTSA: Python Trajectory Splitting and Assessment Agent. Vessel monitoring and trajectory extraction framework for AIS records.☆13Updated 5 months ago
- Codebase for vessel trajectory prediction using historical AIS data☆18Updated 3 years ago
- ☆11Updated 5 months ago
- Comparing Different Clustering Methods and Similarity Metrics on Trajectory Datasets☆177Updated 3 years ago
- ☆35Updated 4 years ago
- ☆12Updated 2 years ago
- 软件研23-1+敖衔洋+472321723 本项目对 AIS 数据进行预处理及分析☆30Updated last year
- 使用深圳市的出租车轨迹数据实现GCN时间序列预测☆9Updated last year
- PyTorch implementation for Social-LSTM, which is built to predict multi-vessel trajectories.☆61Updated 3 years ago
- ☆32Updated 4 years ago
- This is an repository for the paper named 'a novel ship movement classification from AIS data based on convolutional neural network'.☆39Updated 5 years ago
- The proposed methodology assess how compression algorithms influence the clustering analysis with respect to anomaly detection of vessel …☆11Updated 2 years ago
- ☆13Updated 3 years ago
- RNN Application of Coordinate Systems for Vesssel Trajectory prediction☆14Updated 9 months ago
- 利用transformer进行船舶轨迹预测。☆62Updated 2 years ago
- A Two-Stage Gan architecture to generate trajectory conditioned on maps information.☆45Updated 2 years ago
- Continuous Trajectory Generation Based on Two-Stage GAN, AAAI 2023.☆43Updated 2 years ago
- Map-Constrained Trajectory Recovery (KDD'21)☆57Updated 3 years ago
- The official code for "Spatial temporal transformer networks for traffic flow forecasting"☆101Updated 3 years ago
- LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection☆82Updated 10 months ago
- A geometric-driven semi-supervised approach for fishing activity detection from AIS data.☆14Updated 2 years ago
- A python framework to predict trajectories of vessels with machine learning algorithms, such as lstm, seq2seq, etc.☆52Updated 3 years ago
- Code of CIKM'22 paper Jointly Contrastive Learning on Road Network and Trajectory☆30Updated 9 months ago
- The implemention of DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model☆84Updated 11 months ago
- trajectory recovery; trajectory anomaly detection; 轨迹修复; 轨迹异常检测☆21Updated 2 years ago
- Preprocessing data based on https://marinecadastre.gov/ais/☆35Updated 2 years ago
- Traffic Flow Prediction with Vehicle Trajectories☆71Updated 4 years ago
- Contrastive Trajectory Similarity Learning with Dual-Feature Attention (TrajCL) - ICDE 2023☆57Updated last year